{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import numpy as np\n",
    "import cv2\n",
    "from samples.CLS2IDX import CLS2IDX"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Auxiliary Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from baselines.ViT.ViT_LRP import vit_base_patch16_224 as vit_LRP\n",
    "from baselines.ViT.ViT_explanation_generator import LRP\n",
    "\n",
    "normalize = transforms.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])\n",
    "transform = transforms.Compose([\n",
    "    transforms.Resize(256),\n",
    "    transforms.CenterCrop(224),\n",
    "    transforms.ToTensor(),\n",
    "    normalize,\n",
    "])\n",
    "\n",
    "# create heatmap from mask on image\n",
    "def show_cam_on_image(img, mask):\n",
    "    heatmap = cv2.applyColorMap(np.uint8(255 * mask), cv2.COLORMAP_JET)\n",
    "    heatmap = np.float32(heatmap) / 255\n",
    "    cam = heatmap + np.float32(img)\n",
    "    cam = cam / np.max(cam)\n",
    "    return cam\n",
    "\n",
    "# initialize ViT pretrained\n",
    "model = vit_LRP(pretrained=True).cuda()\n",
    "model.eval()\n",
    "attribution_generator = LRP(model)\n",
    "\n",
    "def generate_visualization(original_image, class_index=None):\n",
    "    transformer_attribution = attribution_generator.generate_LRP(original_image.unsqueeze(0).cuda(), method=\"transformer_attribution\", index=class_index).detach()\n",
    "    transformer_attribution = transformer_attribution.reshape(1, 1, 14, 14)\n",
    "    transformer_attribution = torch.nn.functional.interpolate(transformer_attribution, scale_factor=16, mode='bilinear')\n",
    "    transformer_attribution = transformer_attribution.reshape(224, 224).cuda().data.cpu().numpy()\n",
    "    transformer_attribution = (transformer_attribution - transformer_attribution.min()) / (transformer_attribution.max() - transformer_attribution.min())\n",
    "    image_transformer_attribution = original_image.permute(1, 2, 0).data.cpu().numpy()\n",
    "    image_transformer_attribution = (image_transformer_attribution - image_transformer_attribution.min()) / (image_transformer_attribution.max() - image_transformer_attribution.min())\n",
    "    vis = show_cam_on_image(image_transformer_attribution, transformer_attribution)\n",
    "    vis =  np.uint8(255 * vis)\n",
    "    vis = cv2.cvtColor(np.array(vis), cv2.COLOR_RGB2BGR)\n",
    "    return vis\n",
    "\n",
    "def print_top_classes(predictions, **kwargs):    \n",
    "    # Print Top-5 predictions\n",
    "    prob = torch.softmax(predictions, dim=1)\n",
    "    class_indices = predictions.data.topk(5, dim=1)[1][0].tolist()\n",
    "    max_str_len = 0\n",
    "    class_names = []\n",
    "    for cls_idx in class_indices:\n",
    "        class_names.append(CLS2IDX[cls_idx])\n",
    "        if len(CLS2IDX[cls_idx]) > max_str_len:\n",
    "            max_str_len = len(CLS2IDX[cls_idx])\n",
    "    \n",
    "    print('Top 5 classes:')\n",
    "    for cls_idx in class_indices:\n",
    "        output_string = '\\t{} : {}'.format(cls_idx, CLS2IDX[cls_idx])\n",
    "        output_string += ' ' * (max_str_len - len(CLS2IDX[cls_idx])) + '\\t\\t'\n",
    "        output_string += 'value = {:.3f}\\t prob = {:.1f}%'.format(predictions[0, cls_idx], 100 * prob[0, cls_idx])\n",
    "        print(output_string)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cat-Dog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 classes:\n",
      "\t282 : tiger cat       \t\tvalue = 10.559\t prob = 68.6%\n",
      "\t281 : tabby, tabby cat\t\tvalue = 9.059\t prob = 15.3%\n",
      "\t285 : Egyptian cat    \t\tvalue = 8.414\t prob = 8.0%\n",
      "\t243 : bull mastiff    \t\tvalue = 7.425\t prob = 3.0%\n",
      "\t811 : space heater    \t\tvalue = 5.152\t prob = 0.3%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open('samples/catdog.png')\n",
    "dog_cat_image = transform(image)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "axs[0].imshow(image);\n",
    "axs[0].axis('off');\n",
    "\n",
    "output = model(dog_cat_image.unsqueeze(0).cuda())\n",
    "print_top_classes(output)\n",
    "\n",
    "# cat - the predicted class\n",
    "cat = generate_visualization(dog_cat_image)\n",
    "\n",
    "# dog \n",
    "# generate visualization for class 243: 'bull mastiff'\n",
    "dog = generate_visualization(dog_cat_image, class_index=243)\n",
    "\n",
    "\n",
    "axs[1].imshow(cat);\n",
    "axs[1].axis('off');\n",
    "axs[2].imshow(dog);\n",
    "axs[2].axis('off');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tusker-Zebra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 classes:\n",
      "\t101 : tusker                              \t\tvalue = 11.216\t prob = 37.9%\n",
      "\t340 : zebra                               \t\tvalue = 10.973\t prob = 29.7%\n",
      "\t386 : African elephant, Loxodonta africana\t\tvalue = 10.747\t prob = 23.7%\n",
      "\t385 : Indian elephant, Elephas maximus    \t\tvalue = 9.547\t prob = 7.2%\n",
      "\t343 : warthog                             \t\tvalue = 5.566\t prob = 0.1%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open('samples/el2.png')\n",
    "tusker_zebra_image = transform(image)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "axs[0].imshow(image);\n",
    "axs[0].axis('off');\n",
    "\n",
    "output = model(tusker_zebra_image.unsqueeze(0).cuda())\n",
    "print_top_classes(output)\n",
    "\n",
    "# tusker - the predicted class\n",
    "tusker = generate_visualization(tusker_zebra_image)\n",
    "\n",
    "# zebra \n",
    "# generate visualization for class 340: 'zebra'\n",
    "zebra = generate_visualization(tusker_zebra_image, class_index=340)\n",
    "\n",
    "\n",
    "axs[1].imshow(tusker);\n",
    "axs[1].axis('off');\n",
    "axs[2].imshow(zebra);\n",
    "axs[2].axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 classes:\n",
      "\t161 : basset, basset hound         \t\tvalue = 10.514\t prob = 78.8%\n",
      "\t163 : bloodhound, sleuthhound      \t\tvalue = 8.604\t prob = 11.7%\n",
      "\t166 : Walker hound, Walker foxhound\t\tvalue = 7.446\t prob = 3.7%\n",
      "\t162 : beagle                       \t\tvalue = 5.561\t prob = 0.6%\n",
      "\t168 : redbone                      \t\tvalue = 5.249\t prob = 0.4%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open('samples/dogbird.png')\n",
    "dog_bird_image = transform(image)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "axs[0].imshow(image);\n",
    "axs[0].axis('off');\n",
    "\n",
    "output = model(dog_bird_image.unsqueeze(0).cuda())\n",
    "print_top_classes(output)\n",
    "\n",
    "# basset - the predicted class\n",
    "basset = generate_visualization(dog_bird_image, class_index=161)\n",
    "\n",
    "# generate visualization for class 87: 'African grey, African gray, Psittacus erithacus (grey parrot)'\n",
    "parrot = generate_visualization(dog_bird_image, class_index=87)\n",
    "\n",
    "\n",
    "axs[1].imshow(basset);\n",
    "axs[1].axis('off');\n",
    "axs[2].imshow(parrot);\n",
    "axs[2].axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
